Academic Program Life Cycle: A Redefined Approach to Understanding Market Demands.
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Education can develop intellectual capability in people, which may in turn lead toward development of a more humane society. Open and distance learning (ODL) has provided one means of achieving social objectives democratically. In India significant success has been achieved through a network of 10 open universities and 104 institutes of open and distance education (IODE). Challenge and competition in the education sector have presented a new situation where institutions are now viewed as conglomerates and educational programs as educational products. Established ODL institutions need to compete. The students are perceived as end users or customers in the emerging education market. Institutions require innovative marketing strategies in this highly competitive market for services, and these strategies depend on the stage of maturation of the educational programs in an academic program life cycle (APLC). L’education peut developper des capacites intellectuelles chez les individus, qui peuvent, a leur tour, contribuer au developpement d’une societe plus humaine. L’enseignement a distance a constitue un moyen d’atteindre des objectifs sociaux de facon democratique. En Inde, des succes importants ont ete obtenus par le biais d’un reseau de dix universites a distance et de 104 instituts d’enseignement a distance. Le defi et la competition dans le secteur de l’education engendrent une nouvelle situation dans laquelle les etablissements sont maintenant vus comme des conglomerats, et les programmes d’enseignement comme des produits d’enseignement. Les etablissements de formation a distance etablis doivent affronter la concurrence. Dans ce marche de l’education en emergence, les etudiants sont percus comme des utilisateurs ou des clients. Les etablissements doivent avoir recours a des strategies de marketing innovatrices pour conquerir ce marche de services hautement competitif. Ces strategies dependent du niveau de maturation des programmes d’enseignement dans le cycle de vie des programmes pedagogiques.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it